A Measuring Method for Nano Displacement Based on Fusing Data of Self-Sensing and Time-Digit-Conversion

被引:3
作者
Du, Zhangming [1 ,2 ]
Zhou, Chao [1 ]
Zhang, Tianlu [1 ,2 ]
Deng, Lu [3 ]
Cao, Zhiqiang [1 ]
Cheng, Long [1 ,2 ]
机构
[1] Chinese Acad Sci, Inst Automat, Beijing 100190, Peoples R China
[2] Univ Chinese Acad Sci, Beijing 100049, Peoples R China
[3] Cent Univ Finance & Econ, Sch Stat & Math, Beijing 100081, Peoples R China
基金
中国国家自然科学基金;
关键词
Nano-scale measurement; multi-rate fusion; self-sensing; TDC; CARBON NANOTUBES; POSITION CONTROL; ACCELERATION; SENSORS;
D O I
10.1109/ACCESS.2019.2960386
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Accurate and rapid measuring methods for displacement of nano-scale is necessary for manipulation. Self-sensing and time-digit-conversion(TDC) are two applicable measuring methods especially suitable for room-limited workspaces and vacuum-compliance required applications, thanks to their space-saving advantage and slight thermal impact on system. The self-sensing method gives measurements in high resolution at high sampling rate but its accuracy suffers from nonlinearity, while TDC has better linearity which causes less deviation to results but has a much lower sampling rate. A Kalman filter based fusion approach with dual estimation modes and self-adaptive parameters is designed to fuse the two measurements with different sampling rates at a higher frequency. Modifications to error covariance parameters are applied to traditional Kalman filter so that sensors' generalized errors rather than their Gaussian noises are taken into consideration, and corresponding derivation is given. A series of experiments are conducted to evaluate the performance of the fused measurement.
引用
收藏
页码:183070 / 183080
页数:11
相关论文
共 34 条
[1]  
[Anonymous], 1987, 176 IEEE
[2]  
Carr J.J., 1998, INTRO BIOMEDICAL EQU
[3]   Nano-displacement sensor based on photonic crystal fiber modal interferometer [J].
Dash, Jitendra Narayan ;
Jha, Rajan ;
Villatoro, Joel ;
Dass, Sumit .
OPTICS LETTERS, 2015, 40 (04) :467-470
[4]  
Du ZM, 2017, 2017 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION (ICMA), P1995, DOI 10.1109/ICMA.2017.8016124
[5]   A review of nanometer resolution position sensors: Operation and performance [J].
Fleming, Andrew J. .
SENSORS AND ACTUATORS A-PHYSICAL, 2013, 190 :106-126
[6]   Assembly of nanodevices with carbon nanotubes through nanorobotic manipulations [J].
Fukuda, T ;
Arai, F ;
Dong, LX .
PROCEEDINGS OF THE IEEE, 2003, 91 (11) :1803-1818
[7]   Precise positioning stage driven by multilayer piezo actuator using strain gauge [J].
Furuta, A ;
Munekata, M ;
Higuchi, T .
JAPANESE JOURNAL OF APPLIED PHYSICS PART 1-REGULAR PAPERS SHORT NOTES & REVIEW PAPERS, 2002, 41 (10) :6283-6286
[8]   Advances in Capacitive, Eddy Current, and Magnetic Displacement Sensors and Corresponding Interfaces [J].
George, Boby ;
Tan, Zhichao ;
Nihtianov, Stoyan .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2017, 64 (12) :9595-9607
[9]   Design and Analysis of a Compact Precision Positioning Platform Integrating Strain Gauges and the Piezoactuator [J].
Huang, Hu ;
Zhao, Hongwei ;
Yang, Zhaojun ;
Fan, Zunqiang ;
Wan, Shunguang ;
Shi, Chengli ;
Ma, Zhichao .
SENSORS, 2012, 12 (07) :9697-9710
[10]   Sensorless Position Control For Piezoelectric Actuators Using A Hybrid Position Observer [J].
Islam, Mohammad N. ;
Seethaler, Rudolf J. .
IEEE-ASME TRANSACTIONS ON MECHATRONICS, 2014, 19 (02) :667-675